{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import shap\n",
    "import matplotlib.pyplot as plt\n",
    "from interaction_effects import run_image, utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from absl import app\n",
    "from absl import flags\n",
    "\n",
    "FLAGS = flags.FLAGS\n",
    "\n",
    "flags.DEFINE_string('f', '', 'Default')\n",
    "try:\n",
    "    app.run(lambda x: None)\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "FLAGS.dataset = 'color_mnist'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, y_train, x_test, y_test = run_image.get_data()\n",
    "x_train = utils.normalize(x_train)\n",
    "x_test = utils.normalize(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "baseline = 'black'\n",
    "primal_effects = np.load('../data/color_mnist/test/primal_effects_{}.npy'.format(baseline))\n",
    "shap_values    = np.load('../data/color_mnist/test/shap_values_{}.npy'.format(baseline))\n",
    "interaction_effects = np.load('../data/color_mnist/test/interaction_effects_{}.npy'.format(baseline))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(shap_values[:5, :, : ,0], x_test[:5].astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(primal_effects[:5, :, : ,0], x_test[:5].astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.image_plot(interaction_effects[:5, :, : ,0], x_test[:5].astype(np.float32))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
